MaCAR: Urban Traffic Light Control via Active Multi-agent Communication and Action Rectification. - Zhengxu Yu; Shuxian Liang; Long Wei; Zhongming Jin 001; Jianqiang Huang; Deng Cai 001; Xiaofei He 001; Xian-Sheng Hua 001 (IJCAI, 2020)

Video Object Segmentation with Dynamic Memory Networks and Adaptive Object Alignment. - Shuxian Liang; Xu Shen 001; Jianqiang Huang; Xian-Sheng Hua 001 (ICCV, 2021)

Delving into Details: Synopsis-to-Detail Networks for Video Recognition. - Shuxian Liang; Xu Shen 001; Jianqiang Huang; Xian-Sheng Hua 001 (ECCV (4), 2022)

Contextual Convolutional Networks. - Shuxian Liang; Xu Shen 001; Tongliang Liu; Xian-Sheng Hua 001 (ICLR, 2023)

SDBench: A Survey-based Domain-specific LLM Benchmarking and Optimization Framework. - Cheng Guo; Hu Kai; Shuxian Liang; Yiyang Jiang; Yi Gao 001; Xian-Sheng Hua 001; Wei Dong 001 (ACL (1), 2025)

A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond. - Xiaoye Qu; Yafu Li; Zhaochen Su; Weigao Sun; Jianhao Yan; Dongrui Liu; Ganqu Cui; Daizong Liu; Shuxian Liang; Junxian He; Peng Li 030; Wei Wei 002; et al. (CoRR, 2025)

Self-Guided Process Reward Optimization with Redefined Step-wise Advantage for Process Reinforcement Learning. - Wu Fei; Hao Kong; Shuxian Liang; Yang Lin; Yibo Yang; Jing Tang 004; Lei Chen 002; Xian-Sheng Hua 001 (CoRR, 2025)